Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	9626
Missing cells	8650
Missing cells (%)	5.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	144.0 B

Variable types

Categorical	2
Numeric	16

Alerts

`name` has a high cardinality: 9626 distinct values	High cardinality
`morningstar_category` has a high cardinality: 119 distinct values	High cardinality
`ytdDaily` is highly correlated with `yr1` and 6 other fields	High correlation
`yr1` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`yr3` is highly correlated with `ytdDaily` and 7 other fields	High correlation
`yr5` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`yr10` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`life_of_fund` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`net_expense_ratio` is highly correlated with `gross_expense_ratio`	High correlation
`gross_expense_ratio` is highly correlated with `net_expense_ratio`	High correlation
`risk` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`std_dev` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`sharpe_ratio_3_yr` is highly correlated with `yr3`	High correlation
`ytdDaily` is highly correlated with `yr1` and 5 other fields	High correlation
`yr1` is highly correlated with `ytdDaily` and 5 other fields	High correlation
`yr3` is highly correlated with `ytdDaily` and 7 other fields	High correlation
`yr5` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`yr10` is highly correlated with `ytdDaily` and 7 other fields	High correlation
`life_of_fund` is highly correlated with `yr3` and 3 other fields	High correlation
`morningstar_rating_overall` is highly correlated with `yr5` and 1 other fields	High correlation
`risk` is highly correlated with `ytdDaily` and 5 other fields	High correlation
`std_dev` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`sharpe_ratio_3_yr` is highly correlated with `yr3` and 1 other fields	High correlation
`ytdDaily` is highly correlated with `yr1` and 4 other fields	High correlation
`yr1` is highly correlated with `ytdDaily` and 5 other fields	High correlation
`yr3` is highly correlated with `yr1` and 5 other fields	High correlation
`yr5` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`yr10` is highly correlated with `ytdDaily` and 6 other fields	High correlation
`life_of_fund` is highly correlated with `yr3` and 2 other fields	High correlation
`net_expense_ratio` is highly correlated with `gross_expense_ratio`	High correlation
`gross_expense_ratio` is highly correlated with `net_expense_ratio`	High correlation
`risk` is highly correlated with `ytdDaily` and 5 other fields	High correlation
`std_dev` is highly correlated with `ytdDaily` and 5 other fields	High correlation
`ytdDaily` is highly correlated with `yr1` and 5 other fields	High correlation
`yr1` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`yr3` is highly correlated with `ytdDaily` and 7 other fields	High correlation
`yr5` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`yr10` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`life_of_fund` is highly correlated with `yr1` and 6 other fields	High correlation
`net_expense_ratio` is highly correlated with `sharpe_ratio_3_yr`	High correlation
`morningstar_rating_overall` is highly correlated with `yr5` and 3 other fields	High correlation
`risk` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`std_dev` is highly correlated with `ytdDaily` and 8 other fields	High correlation
`sharpe_ratio_3_yr` is highly correlated with `yr1` and 6 other fields	High correlation
`beta` is highly correlated with `r2`	High correlation
`r2` is highly correlated with `yr1` and 2 other fields	High correlation
`ytdDaily` has 267 (2.8%) missing values	Missing
`yr1` has 106 (1.1%) missing values	Missing
`yr3` has 422 (4.4%) missing values	Missing
`yr5` has 704 (7.3%) missing values	Missing
`yr10` has 2343 (24.3%) missing values	Missing
`morningstar_rating_overall` has 524 (5.4%) missing values	Missing
`std_dev` has 472 (4.9%) missing values	Missing
`sharpe_ratio_3_yr` has 472 (4.9%) missing values	Missing
`beta` has 1437 (14.9%) missing values	Missing
`r2` has 1437 (14.9%) missing values	Missing
`last_dividend` has 448 (4.7%) missing values	Missing
`last_dividend` is highly skewed (γ1 = 37.00553154)	Skewed
`name` is uniformly distributed	Uniform
`name` has unique values	Unique
`r2` has 119 (1.2%) zeros	Zeros
`minimum_investment` has 467 (4.9%) zeros	Zeros
`last_dividend` has 517 (5.4%) zeros	Zeros

Reproduction

Analysis started	2021-11-10 17:53:37.783248
Analysis finished	2021-11-10 17:54:16.283880
Duration	38.5 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

name
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	9626
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	75.3 KiB

BlackRock High Yield Bond Portfolio Investor C Shares (BHYCX)	1
BlackRock Advantage Large Cap Value Fund Institutional Shares (MALVX)	1
Catalyst/Lyons Tactical Allocation Fund Class I (CLTIX)	1
BlackRock Advantage International Fund Investor C Shares (BROCX)	1
TIAA-CREF S&P 500 Index Fund Institutional Class (TISPX)	1
Other values (9621)	9621

Length

Max length	103
Median length	52
Mean length	53.14949096
Min length	18

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9626 ?
Unique (%)	100.0%

Sample

1st row	Baron Partners Fund Institutional Shares (BPTIX)
2nd row	Baron Partners Fund Retail Shares (BPTRX)
3rd row	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class I (MSSGX)
4th row	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class A (MSSMX)
5th row	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class C (MSCOX)

Common Values

Value	Count	Frequency (%)
BlackRock High Yield Bond Portfolio Investor C Shares (BHYCX)	1	< 0.1%
BlackRock Advantage Large Cap Value Fund Institutional Shares (MALVX)	1	< 0.1%
Catalyst/Lyons Tactical Allocation Fund Class I (CLTIX)	1	< 0.1%
BlackRock Advantage International Fund Investor C Shares (BROCX)	1	< 0.1%
TIAA-CREF S&P 500 Index Fund Institutional Class (TISPX)	1	< 0.1%
AlphaCentric LifeSci Healthcare Fund Class I (LYFIX)	1	< 0.1%
USAA Intermediate-Term Bond Fund Class A (UITBX)	1	< 0.1%
Thornburg Small/Mid Cap Growth Fund Class C (TCGCX)	1	< 0.1%
Wasatch International Select Fund Investor Class Shares (WAISX)	1	< 0.1%
Putnam Multi-Asset Absolute Return Fund Class C (PDMCX)	1	< 0.1%
Other values (9616)	9616	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
fund	8862	11.5%
class	7796	10.1%
a	2620	3.4%
c	1808	2.4%
income	1303	1.7%
i	1259	1.6%
institutional	1251	1.6%
shares	1098	1.4%
bond	1074	1.4%
growth	960	1.2%
Other values (11318)	48901	63.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

morningstar_category
Categorical

HIGH CARDINALITY

Distinct	119
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	75.3 KiB

Large Growth	515
Large Blend	503
Large Value	465
High Yield Bond	283
Diversified Emerging Mkts	280
Other values (114)	7580

Length

Max length	36
Median length	16
Mean length	17.23332641
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	Large Growth
2nd row	Large Growth
3rd row	Small Growth
4th row	Small Growth
5th row	Small Growth

Common Values

Value	Count	Frequency (%)
Large Growth	515	5.4%
Large Blend	503	5.2%
Large Value	465	4.8%
High Yield Bond	283	2.9%
Diversified Emerging Mkts	280	2.9%
Allocation--50% to 70% Equity	250	2.6%
Mid-Cap Growth	245	2.5%
Small Blend	242	2.5%
Small Growth	231	2.4%
Foreign Large Blend	230	2.4%
Other values (109)	6382	66.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
large	1970	8.4%
bond	1621	6.9%
growth	1318	5.6%
blend	1290	5.5%
value	999	4.2%
muni	935	4.0%
equity	903	3.8%
world	670	2.8%
small	637	2.7%
to	594	2.5%
Other values (130)	12585	53.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

ytdDaily
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	3731
Distinct (%)	39.9%
Missing	267
Missing (%)	2.8%
Infinite	0
Infinite (%)	0.0%
Mean	12.84168821

Minimum	-22.09
Maximum	83.85
Zeros	8
Zeros (%)	0.1%
Negative	1240
Negative (%)	12.9%
Memory size	75.3 KiB

Quantile statistics

Minimum	-22.09
5-th percentile	-1.621
Q1	1.89
median	11.97
Q3	22.07
95-th percentile	32.341
Maximum	83.85
Range	105.94
Interquartile range (IQR)	20.18

Descriptive statistics

Standard deviation	12.13765285
Coefficient of variation (CV)	0.945175794
Kurtosis	0.5911216272
Mean	12.84168821
Median Absolute Deviation (MAD)	10.09
Skewness	0.6123101071
Sum	120185.36
Variance	147.3226168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	40	0.4%
0.02	15	0.2%
-0.43	13	0.1%
0.06	13	0.1%
-0.04	13	0.1%
1.06	13	0.1%
0.22	12	0.1%
0.54	12	0.1%
-0.51	11	0.1%
0.11	11	0.1%
Other values (3721)	9206	95.6%
(Missing)	267	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22.09	1	< 0.1%
-21.56	1	< 0.1%
-21.41	1	< 0.1%
-21.2	1	< 0.1%
-21.09	1	< 0.1%
-20.69	1	< 0.1%
-20.58	1	< 0.1%
-20.43	1	< 0.1%
-20.07	1	< 0.1%
-19.38	1	< 0.1%

Value	Count	Frequency (%)
83.85	1	< 0.1%
83.41	1	< 0.1%
78.77	1	< 0.1%
76.41	1	< 0.1%
72.26	1	< 0.1%
71.76	1	< 0.1%
71.68	1	< 0.1%
70.84	1	< 0.1%
66.06	1	< 0.1%
65.46	1	< 0.1%

yr1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4844
Distinct (%)	50.9%
Missing	106
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	25.53231513

Minimum	-37.66
Maximum	146.46
Zeros	4
Zeros (%)	< 0.1%
Negative	517
Negative (%)	5.4%
Memory size	75.3 KiB

Quantile statistics

Minimum	-37.66
5-th percentile	-0.11
Q1	6.01
median	26.135
Q3	40.18
95-th percentile	57.4205
Maximum	146.46
Range	184.12
Interquartile range (IQR)	34.17

Descriptive statistics

Standard deviation	20.38165392
Coefficient of variation (CV)	0.7982689317
Kurtosis	0.6369689208
Mean	25.53231513
Median Absolute Deviation (MAD)	16.835
Skewness	0.5786136233
Sum	243067.64
Variance	415.4118164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	32	0.3%
1.09	14	0.1%
0.67	10	0.1%
2.33	9	0.1%
0.07	9	0.1%
0.61	9	0.1%
1.31	9	0.1%
1.88	8	0.1%
0.14	8	0.1%
-0.32	8	0.1%
Other values (4834)	9404	97.7%
(Missing)	106	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-37.66	1	< 0.1%
-30.36	1	< 0.1%
-29.83	1	< 0.1%
-29.69	1	< 0.1%
-29.61	1	< 0.1%
-29.08	1	< 0.1%
-28.9	1	< 0.1%
-23.03	1	< 0.1%
-19.65	1	< 0.1%
-15.94	1	< 0.1%

Value	Count	Frequency (%)
146.46	1	< 0.1%
145.64	1	< 0.1%
127.92	1	< 0.1%
127.46	1	< 0.1%
126.64	1	< 0.1%
126.57	1	< 0.1%
125.16	1	< 0.1%
123.45	1	< 0.1%
122.91	1	< 0.1%
122.87	1	< 0.1%

yr3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2942
Distinct (%)	32.0%
Missing	422
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%
Mean	12.17078879

Minimum	-29.38
Maximum	65.56
Zeros	1
Zeros (%)	< 0.1%
Negative	135
Negative (%)	1.4%
Memory size	75.3 KiB

Quantile statistics

Minimum	-29.38
5-th percentile	2.0915
Q1	5.46
median	11.265
Q3	16.95
95-th percentile	27.4785
Maximum	65.56
Range	94.94
Interquartile range (IQR)	11.49

Descriptive statistics

Standard deviation	8.276279943
Coefficient of variation (CV)	0.6800117961
Kurtosis	1.186144776
Mean	12.17078879
Median Absolute Deviation (MAD)	5.765
Skewness	0.758643739
Sum	112019.94
Variance	68.4968097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.18	16	0.2%
4.69	16	0.2%
4.81	14	0.1%
4.29	14	0.1%
5.75	14	0.1%
5.5	13	0.1%
17.57	13	0.1%
4.72	13	0.1%
4.45	13	0.1%
3.87	13	0.1%
Other values (2932)	9065	94.2%
(Missing)	422	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-29.38	1	< 0.1%
-20.11	1	< 0.1%
-19.51	1	< 0.1%
-19.28	1	< 0.1%
-19.27	1	< 0.1%
-18.63	1	< 0.1%
-18.43	1	< 0.1%
-17.35	1	< 0.1%
-16.74	1	< 0.1%
-16.69	1	< 0.1%

Value	Count	Frequency (%)
65.56	1	< 0.1%
65.13	1	< 0.1%
55.11	1	< 0.1%
54.7	1	< 0.1%
53.46	1	< 0.1%
51.07	1	< 0.1%
50.65	1	< 0.1%
50.47	1	< 0.1%
49.75	1	< 0.1%
49.55	1	< 0.1%

yr5
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2567
Distinct (%)	28.8%
Missing	704
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	9.872851379

Minimum	-23.43
Maximum	47.54
Zeros	0
Zeros (%)	0.0%
Negative	121
Negative (%)	1.3%
Memory size	75.3 KiB

Quantile statistics

Minimum	-23.43
5-th percentile	1.45
Q1	3.74
median	9.12
Q3	14.16
95-th percentile	23.3995
Maximum	47.54
Range	70.97
Interquartile range (IQR)	10.42

Descriptive statistics

Standard deviation	7.080595292
Coefficient of variation (CV)	0.7171783531
Kurtosis	0.5194668561
Mean	9.872851379
Median Absolute Deviation (MAD)	5.26
Skewness	0.6910403347
Sum	88085.58
Variance	50.13482969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.51	20	0.2%
1.91	18	0.2%
2.09	17	0.2%
3.23	16	0.2%
3.29	15	0.2%
2.96	15	0.2%
2.82	15	0.2%
3.76	15	0.2%
3.34	14	0.1%
3.54	14	0.1%
Other values (2557)	8763	91.0%
(Missing)	704	7.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-23.43	1	< 0.1%
-18.8	1	< 0.1%
-18.19	1	< 0.1%
-17.97	1	< 0.1%
-16.05	1	< 0.1%
-15.51	1	< 0.1%
-15.4	1	< 0.1%
-15.23	1	< 0.1%
-14.88	1	< 0.1%
-14.87	1	< 0.1%

Value	Count	Frequency (%)
47.54	1	< 0.1%
47.15	1	< 0.1%
40.23	1	< 0.1%
39.83	1	< 0.1%
38.47	1	< 0.1%
38.37	1	< 0.1%
38.09	1	< 0.1%
37.98	1	< 0.1%
37.87	1	< 0.1%
37.7	1	< 0.1%

yr10
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2059
Distinct (%)	28.3%
Missing	2343
Missing (%)	24.3%
Infinite	0
Infinite (%)	0.0%
Mean	8.45523548

Minimum	-19.02
Maximum	29.02
Zeros	0
Zeros (%)	0.0%
Negative	159
Negative (%)	1.7%
Memory size	75.3 KiB

Quantile statistics

Minimum	-19.02
5-th percentile	1.101
Q1	3.76
median	8.18
Q3	12.53
95-th percentile	17.53
Maximum	29.02
Range	48.04
Interquartile range (IQR)	8.77

Descriptive statistics

Standard deviation	5.485702573
Coefficient of variation (CV)	0.648793589
Kurtosis	-0.2466504382
Mean	8.45523548
Median Absolute Deviation (MAD)	4.4
Skewness	0.1367624069
Sum	61579.48
Variance	30.09293272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.17	15	0.2%
3.21	15	0.2%
3.11	14	0.1%
2.58	13	0.1%
2.53	13	0.1%
11.18	12	0.1%
11.83	12	0.1%
4.46	12	0.1%
9.37	12	0.1%
3.52	12	0.1%
Other values (2049)	7153	74.3%
(Missing)	2343	24.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-19.02	1	< 0.1%
-17.2	1	< 0.1%
-16.58	1	< 0.1%
-16.36	1	< 0.1%
-13.98	1	< 0.1%
-13.33	1	< 0.1%
-13.28	1	< 0.1%
-13.14	1	< 0.1%
-12.72	1	< 0.1%
-12.62	1	< 0.1%

Value	Count	Frequency (%)
29.02	1	< 0.1%
28.68	1	< 0.1%
25.58	1	< 0.1%
25.53	1	< 0.1%
24.99	1	< 0.1%
24.67	1	< 0.1%
24.62	1	< 0.1%
24.43	1	< 0.1%
24.34	1	< 0.1%
24.15	1	< 0.1%

life_of_fund
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1933
Distinct (%)	20.1%
Missing	13
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.796145844

Minimum	-11.74
Maximum	82.45
Zeros	5
Zeros (%)	0.1%
Negative	149
Negative (%)	1.5%
Memory size	75.3 KiB

Quantile statistics

Minimum	-11.74
5-th percentile	1.856
Q1	4.65
median	7.08
Q3	10.17
95-th percentile	15.014
Maximum	82.45
Range	94.19
Interquartile range (IQR)	5.52

Descriptive statistics

Standard deviation	5.245337014
Coefficient of variation (CV)	0.6728115558
Kurtosis	23.82487388
Mean	7.796145844
Median Absolute Deviation (MAD)	2.7
Skewness	3.142684229
Sum	74944.35
Variance	27.51356039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.26	21	0.2%
4.94	20	0.2%
4.85	20	0.2%
4.8	19	0.2%
5.51	19	0.2%
5.53	19	0.2%
5.16	19	0.2%
5.34	18	0.2%
4.66	18	0.2%
5.1	18	0.2%
Other values (1923)	9422	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-11.74	1	< 0.1%
-11.14	1	< 0.1%
-9.08	1	< 0.1%
-8.6	1	< 0.1%
-8.37	1	< 0.1%
-7.75	1	< 0.1%
-7.67	1	< 0.1%
-7.55	1	< 0.1%
-7.2	1	< 0.1%
-7.04	1	< 0.1%

Value	Count	Frequency (%)
82.45	1	< 0.1%
67.12	1	< 0.1%
64.91	1	< 0.1%
64.53	2	< 0.1%
63.04	1	< 0.1%
60.48	1	< 0.1%
57.56	1	< 0.1%
57.1	1	< 0.1%
55.28	1	< 0.1%
54	2	< 0.1%

net_expense_ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	370
Distinct (%)	3.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.154080519

Minimum	0
Maximum	5.25
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	0.76
median	1.05
Q3	1.49
95-th percentile	2.14
Maximum	5.25
Range	5.25
Interquartile range (IQR)	0.73

Descriptive statistics

Standard deviation	0.5709649079
Coefficient of variation (CV)	0.4947357643
Kurtosis	2.255802745
Mean	1.154080519
Median Absolute Deviation (MAD)	0.34
Skewness	1.047062756
Sum	11108.025
Variance	0.3260009261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	167	1.7%
0.75	151	1.6%
0.9	151	1.6%
0.95	145	1.5%
0.85	142	1.5%
0.7	134	1.4%
1.05	125	1.3%
1.15	116	1.2%
0.8	111	1.2%
0.99	110	1.1%
Other values (360)	8273	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.015	2	< 0.1%
0.02	1	< 0.1%
0.025	3	< 0.1%
0.03	5	0.1%
0.035	6	0.1%
0.04	5	0.1%
0.05	18	0.2%
0.055	1	< 0.1%
0.06	7	0.1%

Value	Count	Frequency (%)
5.25	1	< 0.1%
4.78	1	< 0.1%
4.74	1	< 0.1%
4.53	1	< 0.1%
4.35	1	< 0.1%
4.23	1	< 0.1%
4.19	1	< 0.1%
4.1	1	< 0.1%
4.03	1	< 0.1%
3.99	1	< 0.1%

gross_expense_ratio
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	546
Distinct (%)	5.7%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.412056837

Minimum	0
Maximum	46.99
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.46
Q1	0.85
median	1.19
Q3	1.7
95-th percentile	2.7
Maximum	46.99
Range	46.99
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	1.33312706
Coefficient of variation (CV)	0.9441029743
Kurtosis	263.2903771
Mean	1.412056837
Median Absolute Deviation (MAD)	0.4
Skewness	12.10816825
Sum	13589.635
Variance	1.777227757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.05	92	1.0%
1.04	90	0.9%
0.95	90	0.9%
1.1	88	0.9%
0.92	87	0.9%
1.02	83	0.9%
0.98	82	0.9%
0.96	82	0.9%
0.99	80	0.8%
0.94	79	0.8%
Other values (536)	8771	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.015	2	< 0.1%
0.02	1	< 0.1%
0.025	3	< 0.1%
0.03	5	0.1%
0.035	6	0.1%
0.04	5	0.1%
0.05	18	0.2%
0.055	1	< 0.1%
0.06	7	0.1%

Value	Count	Frequency (%)
46.99	1	< 0.1%
31.89	1	< 0.1%
29.54	1	< 0.1%
25.07	1	< 0.1%
24.97	1	< 0.1%
24.82	1	< 0.1%
24.72	1	< 0.1%
20.93	1	< 0.1%
19.86	1	< 0.1%
19.11	1	< 0.1%

morningstar_rating_overall
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	94
Distinct (%)	1.0%
Missing	524
Missing (%)	5.4%
Infinite	0
Infinite (%)	0.0%
Mean	464.1526038

Minimum	10
Maximum	1250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	10
5-th percentile	63
Q1	186
median	361
Q3	631
95-th percentile	1250
Maximum	1250
Range	1240
Interquartile range (IQR)	445

Descriptive statistics

Standard deviation	362.4563677
Coefficient of variation (CV)	0.7808991369
Kurtosis	-0.2542350248
Mean	464.1526038
Median Absolute Deviation (MAD)	209
Skewness	0.9434778562
Sum	4224717
Variance	131374.6185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1137	504	5.2%
1250	473	4.9%
1146	461	4.8%
631	276	2.9%
711	266	2.8%
550	236	2.5%
669	235	2.4%
601	234	2.4%
574	226	2.3%
687	223	2.3%
Other values (84)	5968	62.0%
(Missing)	524	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	6	0.1%
16	3	< 0.1%
20	10	0.1%
24	8	0.1%
27	26	0.3%
30	9	0.1%
31	6	0.1%
32	12	0.1%
33	32	0.3%
39	25	0.3%

Value	Count	Frequency (%)
1250	473	4.9%
1146	461	4.8%
1137	504	5.2%
711	266	2.8%
687	223	2.3%
669	235	2.4%
631	276	2.9%
601	234	2.4%
574	226	2.3%
570	217	2.3%

risk
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.271556202

Minimum	0
Maximum	9
Zeros	13
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	6
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.665108774
Coefficient of variation (CV)	0.3158666455
Kurtosis	-0.5915592103
Mean	5.271556202
Median Absolute Deviation (MAD)	1
Skewness	-0.3630102343
Sum	50744
Variance	2.77258723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	3293	34.2%
3	1330	13.8%
7	1314	13.7%
5	1248	13.0%
4	1153	12.0%
8	685	7.1%
2	508	5.3%
9	46	0.5%
1	36	0.4%
0	13	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	0.1%
1	36	0.4%
2	508	5.3%
3	1330	13.8%
4	1153	12.0%
5	1248	13.0%
6	3293	34.2%
7	1314	13.7%
8	685	7.1%
9	46	0.5%

Value	Count	Frequency (%)
9	46	0.5%
8	685	7.1%
7	1314	13.7%
6	3293	34.2%
5	1248	13.0%
4	1153	12.0%
3	1330	13.8%
2	508	5.3%
1	36	0.4%
0	13	0.1%

std_dev
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2722
Distinct (%)	29.7%
Missing	472
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	14.54715425

Minimum	0.18
Maximum	59.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0.18
5-th percentile	2.7765
Q1	7.1925
median	16.08
Q3	19.87
95-th percentile	26.55
Maximum	59.74
Range	59.56
Interquartile range (IQR)	12.6775

Descriptive statistics

Standard deviation	8.134948259
Coefficient of variation (CV)	0.5592123462
Kurtosis	0.4850435193
Mean	14.54715425
Median Absolute Deviation (MAD)	5.92
Skewness	0.3865247409
Sum	133164.65
Variance	66.17738317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.48	20	0.2%
18.41	17	0.2%
18.43	16	0.2%
3.69	15	0.2%
18.81	15	0.2%
4	15	0.2%
18.89	14	0.1%
18.56	14	0.1%
19.51	13	0.1%
18.88	13	0.1%
Other values (2712)	9002	93.5%
(Missing)	472	4.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.18	1	< 0.1%
0.21	1	< 0.1%
0.22	1	< 0.1%
0.31	2	< 0.1%
0.37	1	< 0.1%
0.44	1	< 0.1%
0.48	1	< 0.1%
0.49	1	< 0.1%
0.53	1	< 0.1%
0.54	2	< 0.1%

Value	Count	Frequency (%)
59.74	1	< 0.1%
59.36	1	< 0.1%
59.26	1	< 0.1%
59.21	1	< 0.1%
56.46	1	< 0.1%
56.44	1	< 0.1%
56.42	1	< 0.1%
56.4	1	< 0.1%
52.84	1	< 0.1%
52.74	1	< 0.1%

sharpe_ratio_3_yr
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	293
Distinct (%)	3.2%
Missing	472
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.7845488311

Minimum	-2.45
Maximum	2.61
Zeros	8
Zeros (%)	0.1%
Negative	213
Negative (%)	2.2%
Memory size	75.3 KiB

Quantile statistics

Minimum	-2.45
5-th percentile	0.19
Q1	0.55
median	0.78
Q3	1.03
95-th percentile	1.42
Maximum	2.61
Range	5.06
Interquartile range (IQR)	0.48

Descriptive statistics

Standard deviation	0.3915775838
Coefficient of variation (CV)	0.4991118057
Kurtosis	2.825971323
Mean	0.7845488311
Median Absolute Deviation (MAD)	0.24
Skewness	-0.4341838013
Sum	7181.76
Variance	0.1533330041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.64	124	1.3%
0.84	118	1.2%
0.62	118	1.2%
0.66	118	1.2%
0.9	116	1.2%
0.75	111	1.2%
0.76	109	1.1%
0.85	108	1.1%
0.65	108	1.1%
0.67	107	1.1%
Other values (283)	8017	83.3%
(Missing)	472	4.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.45	1	< 0.1%
-1.79	2	< 0.1%
-1.5	1	< 0.1%
-1.45	1	< 0.1%
-1.44	1	< 0.1%
-1.34	1	< 0.1%
-1.32	1	< 0.1%
-1.31	2	< 0.1%
-1.27	1	< 0.1%
-1.26	2	< 0.1%

Value	Count	Frequency (%)
2.61	1	< 0.1%
2.59	1	< 0.1%
2.55	1	< 0.1%
2.45	1	< 0.1%
2.24	1	< 0.1%
2.17	1	< 0.1%
2.14	1	< 0.1%
2.12	2	< 0.1%
2.11	2	< 0.1%
2.09	1	< 0.1%

beta
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	436
Distinct (%)	5.3%
Missing	1437
Missing (%)	14.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.7881145439

Minimum	-21
Maximum	8.75
Zeros	8
Zeros (%)	0.1%
Negative	292
Negative (%)	3.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	-21
5-th percentile	0.24
Q1	0.82
median	0.96
Q3	1.05
95-th percentile	1.29
Maximum	8.75
Range	29.75
Interquartile range (IQR)	0.23

Descriptive statistics

Standard deviation	1.218248074
Coefficient of variation (CV)	1.545775399
Kurtosis	104.8637156
Mean	0.7881145439
Median Absolute Deviation (MAD)	0.11
Skewness	-8.889376219
Sum	6453.87
Variance	1.484128369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	380	3.9%
0.99	269	2.8%
0.97	262	2.7%
1.01	245	2.5%
1.02	237	2.5%
0.92	225	2.3%
0.98	222	2.3%
0.95	213	2.2%
0.96	213	2.2%
1.03	207	2.2%
Other values (426)	5716	59.4%
(Missing)	1437	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-21	2	< 0.1%
-20.98	1	< 0.1%
-16.71	1	< 0.1%
-16.58	1	< 0.1%
-14.8	1	< 0.1%
-14.68	1	< 0.1%
-14.6	1	< 0.1%
-14.57	1	< 0.1%
-14.56	1	< 0.1%
-14.55	1	< 0.1%

Value	Count	Frequency (%)
8.75	1	< 0.1%
8.73	1	< 0.1%
5.05	1	< 0.1%
5.03	1	< 0.1%
4.49	1	< 0.1%
4	2	< 0.1%
3.96	1	< 0.1%
3.88	1	< 0.1%
3.86	1	< 0.1%
3.58	1	< 0.1%

r2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	101
Distinct (%)	1.2%
Missing	1437
Missing (%)	14.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.80588106

Minimum	0
Maximum	1
Zeros	119
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05
Q1	0.81
median	0.93
Q3	0.97
95-th percentile	0.99
Maximum	1
Range	1
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.2823115313
Coefficient of variation (CV)	0.350314141
Kurtosis	2.202619972
Mean	0.80588106
Median Absolute Deviation (MAD)	0.05
Skewness	-1.890071554
Sum	6599.36
Variance	0.0796998007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.98	788	8.2%
0.97	711	7.4%
0.99	693	7.2%
0.96	649	6.7%
0.95	568	5.9%
0.94	466	4.8%
0.93	304	3.2%
0.92	302	3.1%
0.91	262	2.7%
0.89	194	2.0%
Other values (91)	3252	33.8%
(Missing)	1437	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	119	1.2%
0.01	73	0.8%
0.02	74	0.8%
0.03	61	0.6%
0.04	63	0.7%
0.05	37	0.4%
0.06	38	0.4%
0.07	40	0.4%
0.08	31	0.3%
0.09	27	0.3%

Value	Count	Frequency (%)
1	193	2.0%
0.99	693	7.2%
0.98	788	8.2%
0.97	711	7.4%
0.96	649	6.7%
0.95	568	5.9%
0.94	466	4.8%
0.93	304	3.2%
0.92	302	3.1%
0.91	262	2.7%

minimum_investment
Real number (ℝ_≥0)

ZEROS

Distinct	28
Distinct (%)	0.3%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	245593.3602

Minimum	0
Maximum	9999999.99
Zeros	467
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	250
Q1	2500
median	2500
Q3	5000
95-th percentile	1000000
Maximum	9999999.99
Range	9999999.99
Interquartile range (IQR)	2500

Descriptive statistics

Standard deviation	838146.2083
Coefficient of variation (CV)	3.412739691
Kurtosis	42.54593872
Mean	245593.3602
Median Absolute Deviation (MAD)	1000
Skewness	5.780646942
Sum	2363590499
Variance	7.024890664 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2500	4548	47.2%
1000	1331	13.8%
1000000	802	8.3%
100000	510	5.3%
0	467	4.9%
250	294	3.1%
5000	285	3.0%
250000	211	2.2%
3000	190	2.0%
10000	178	1.8%
Other values (18)	808	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	467	4.9%
250	294	3.1%
500	27	0.3%
1000	1331	13.8%
1500	98	1.0%
2000	50	0.5%
2500	4548	47.2%
3000	190	2.0%
3500	1	< 0.1%
4000	3	< 0.1%

Value	Count	Frequency (%)
9999999.99	14	0.1%
5000000	169	1.8%
3000000	14	0.1%
2500000	19	0.2%
2000000	156	1.6%
1500000	1	< 0.1%
1000000	802	8.3%
500000	96	1.0%
250000	211	2.2%
100000	510	5.3%

last_dividend
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	6627
Distinct (%)	72.2%
Missing	448
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.1165819948

Minimum	0
Maximum	24.01277074
Zeros	517
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	75.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01388297925
median	0.03448
Q3	0.118995
95-th percentile	0.38383
Maximum	24.01277074
Range	24.01277074
Interquartile range (IQR)	0.1051120207

Descriptive statistics

Standard deviation	0.4992803289
Coefficient of variation (CV)	4.282653852
Kurtosis	1722.02442
Mean	0.1165819948
Median Absolute Deviation (MAD)	0.02918
Skewness	37.00553154
Sum	1069.989548
Variance	0.2492808469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	517	5.4%
8.494 × 10^-6	35	0.4%
0.01	25	0.3%
0.02	18	0.2%
0.001	18	0.2%
0.1	17	0.2%
0.018	15	0.2%
0.006	14	0.1%
0.015	14	0.1%
0.022	13	0.1%
Other values (6617)	8492	88.2%
(Missing)	448	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	517	5.4%
3 × 10^-9	1	< 0.1%
1.6 × 10^-8	1	< 0.1%
2.1 × 10^-8	1	< 0.1%
3.2 × 10^-8	1	< 0.1%
4.8 × 10^-8	1	< 0.1%
1.4 × 10^-7	1	< 0.1%
3.1 × 10^-7	1	< 0.1%
7.15 × 10^-7	1	< 0.1%
1.097 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
24.01277074	3	< 0.1%
5.448779835	3	< 0.1%
4.713938	1	< 0.1%
3.9657	1	< 0.1%
3.6126	1	< 0.1%
3.5447	1	< 0.1%
3.480047082	3	< 0.1%
3.2365	1	< 0.1%
3.1458	1	< 0.1%
3.0308	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	name	morningstar_category	ytdDaily	yr1	yr3	yr5	yr10	life_of_fund	net_expense_ratio	gross_expense_ratio	morningstar_rating_overall	risk	std_dev	sharpe_ratio_3_yr	beta	r2	minimum_investment	last_dividend
0	Baron Partners Fund Institutional Shares (BPTIX)	Large Growth	44.60	110.27	65.56	47.54	29.02	27.02	1.30	1.30	1137.0	6	40.41	1.60	1.51	0.63	1000000.0	0.2224
1	Baron Partners Fund Retail Shares (BPTRX)	Large Growth	44.28	109.72	65.13	47.15	28.68	20.45	1.56	1.56	1137.0	6	40.39	1.59	1.51	0.63	2500.0	0.1243
2	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class I (MSSGX)	Small Growth	20.05	81.15	55.11	38.37	22.37	14.14	1.00	1.19	574.0	7	40.44	1.34	1.40	0.71	5000000.0	0.0000
3	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class A (MSSMX)	Small Growth	19.75	80.67	54.70	37.98	22.01	13.83	1.35	1.45	574.0	7	40.48	1.32	1.40	0.71	2500.0	0.0000
4	Morgan Stanley Institutional Fund, Inc. Inception Portfolio Class C (MSCOX)	Small Growth	NaN	79.39	53.46	36.90	21.11	13.00	2.10	2.27	574.0	7	40.42	1.30	1.40	0.71	2500.0	NaN
5	Baron Focused Growth Fund Institutional Shares (BFGIX)	Mid-Cap Growth	29.85	78.53	51.07	37.87	21.75	21.12	1.07	1.07	550.0	6	33.96	1.47	1.16	0.62	1000000.0	0.0029
6	Baron Focused Growth Fund Retail Shares (BFGFX)	Mid-Cap Growth	29.55	78.01	50.65	37.51	21.45	16.53	1.35	1.35	550.0	6	33.95	1.46	1.16	0.62	2500.0	0.0010
7	Jacob Internet Investor Class (JAMFX)	Technology	38.57	89.63	50.47	35.27	23.37	4.38	2.50	2.50	216.0	7	33.61	1.47	1.36	0.56	2500.0	0.0000
8	Shelton Green Alpha Fund (NEXTX)	Mid-Cap Growth	13.31	56.37	49.75	30.02	NaN	21.12	1.28	1.28	550.0	6	30.08	1.62	1.38	0.68	2500.0	0.0175
9	Morgan Stanley Institutional Fund Trust Discovery Portfolio Class I (MPEGX)	Mid-Cap Growth	8.67	33.40	49.55	40.23	20.95	15.49	0.74	0.74	550.0	6	30.89	1.57	1.22	0.70	5000000.0	0.0000

Last rows

	name	morningstar_category	ytdDaily	yr1	yr3	yr5	yr10	life_of_fund	net_expense_ratio	gross_expense_ratio	morningstar_rating_overall	risk	std_dev	sharpe_ratio_3_yr	beta	r2	minimum_investment	last_dividend
9616	Wells Fargo Special International Small Cap Fund Institutional Class (WICIX)	Foreign Small/Mid Blend	17.99	35.00	NaN	NaN	NaN	15.99	1.05	5.79	NaN	7	NaN	NaN	NaN	NaN	1000000.0	0.04028
9617	Westwood Quality AllCap Fund Institutional Shares (WQAIX)	Large Value	5.31	NaN	NaN	NaN	NaN	5.90	0.65	1.23	NaN	6	NaN	NaN	NaN	NaN	100000.0	NaN
9618	Westwood SmallCap Growth Fund Institutional Shares (WSCIX)	Small Growth	8.09	NaN	NaN	NaN	NaN	2.60	0.75	10.25	NaN	7	NaN	NaN	NaN	NaN	100000.0	NaN
9619	William Blair China Growth Fund Class I (WICGX)	China Region	1.80	NaN	NaN	NaN	NaN	2.80	1.05	1.25	NaN	8	NaN	NaN	NaN	NaN	500000.0	NaN
9620	William Blair Emerging Markets Debt Fund Class I (WEDIX)	Emerging Markets Bond	0.50	NaN	NaN	NaN	NaN	0.19	0.70	0.90	NaN	5	NaN	NaN	NaN	NaN	500000.0	0.03953
9621	William Blair Small-Mid Cap Core Fund Class I (WBCIX)	Small Blend	31.29	56.96	NaN	NaN	NaN	26.96	0.95	1.22	NaN	7	NaN	NaN	NaN	NaN	500000.0	0.00658
9622	X-Square Balanced Fund, LLC Class A (SQBFX)	Allocation--50% to 70% Equity	NaN	17.56	NaN	NaN	NaN	12.21	2.76	13.08	NaN	5	NaN	NaN	NaN	NaN	5000.0	0.12000
9623	X-Square Balanced Fund, LLC Class C (SQCBX)	Allocation--50% to 70% Equity	NaN	16.65	NaN	NaN	NaN	11.36	3.51	14.82	NaN	5	NaN	NaN	NaN	NaN	5000.0	0.12000
9624	X-Square Balanced Fund, LLC Institutional Class (SQBIX)	Allocation--50% to 70% Equity	NaN	17.79	NaN	NaN	NaN	12.48	2.51	12.01	NaN	5	NaN	NaN	NaN	NaN	100000.0	0.12000
9625	Zeo Sustainable Credit Fund Class I (ZSRIX)	Multisector Bond	4.93	7.84	NaN	NaN	NaN	2.17	0.99	1.66	NaN	4	NaN	NaN	NaN	NaN	5000.0	0.05280

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows